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Dev Interrupted
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Content provided by LinearB. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by LinearB or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Dev Interrupted is the go-to podcast for software engineering leadership. Each week, hosts Andrew Zigler, Ben Lloyd Pearson, and Dan Lines sit down with industry experts to explore the strategies, struggles, and stories behind high-performing software teams. Paired with weekly industry news coverage, the conversations dive deep into the real challenges that define excellence in modern tech.
229 episodes
Mark all (un)played …
Manage series 2844204
Content provided by LinearB. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by LinearB or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Dev Interrupted is the go-to podcast for software engineering leadership. Each week, hosts Andrew Zigler, Ben Lloyd Pearson, and Dan Lines sit down with industry experts to explore the strategies, struggles, and stories behind high-performing software teams. Paired with weekly industry news coverage, the conversations dive deep into the real challenges that define excellence in modern tech.
229 episodes
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Dev Interrupted

Imagine saving as much as 75 days of work within a six-month period, all through intelligent automation. Building on last week’s discussion about the critical shift from passive metrics to active productivity, host Ben Lloyd Pearson and LinearB co-founder Dan Lines now look forward to realities like this: 19% cycle time reduction and reclaiming significant engineering time. They move beyond common narratives surrounding AI to present actionable success stories and strategic approaches for engineering leaders seeking tangible results from their AI initiatives. This concluding episode tackles how to safely and effectively adopt AI across your software development lifecycle. Dan explains the necessity of programmatic rules and control, detailing how LinearB's gitStream technology empowers teams to define precisely when, where, and for whom AI operates. This ranges from AI-assisted code reviews with human oversight for critical services, to enabling senior developers to make judgment calls, and even automating merges for low-risk changes. Ben and Dan also explore the exciting future of agentic AI workflows, where AI agents could manage tasks from design and Jira story creation to coding and deployment, making developer control even more critical. Check out: The DevEx guide to AI-driven software development Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Referenced in today's show: The Pentagon launched a military-grade Y Combinator, signaling that defense tech is officially cool on college campuses Japan Post launches 'digital address' system Reddit sues Anthropic for scraping My AI Skeptic Friends Are All Nuts Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Now is the time to rethink engineering productivity 40:20
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Are your teams feeling the intense pressure to "produce more" in an era increasingly dominated by AI? Join hosts Ben Lloyd Pearson and Dan Lines as they unpack a major shift in how engineering organizations must now approach productivity. Dan reveals the urgent challenges he hears directly from CTOs and VPs, who are grappling with how to define their AI strategy for genuine productivity gain, accurately measure its true impact, and understand the resulting implications for their workforce. In this episode, Ben and Dan explore why traditional software engineering intelligence (simply having metrics and information) is no longer sufficient in 2025. Together, they explore productivity's nuanced meaning and discover how organizations can shift from passive data observation to an active improvement mindset, and get a look at what defines a developer productivity insights platform. Check out: Register for Beyond Copilot: What’s Next for AI in Software Development Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Referenced in today's show: Why Your AI Coding Assistant Keeps Doing It Wrong, and How To Fix It As a developer, my most important tools are a pen and a notebook The problem with shadow development Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 The Odyssey of Innovation: Classics, Code, and Cognitive Load | Two Sigma's Matt Greenwood 52:52
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What can ancient languages and epic poems teach us about building resilient tech and future-proof teams? Host Andrew Zigler welcomes Matt Greenwood, Chief Innovation Officer of Two Sigma, for a conversation that uniquely blends their shared background in classical languages with over two decades of Matt’s experience at the forefront of financial technology. Matt unveils how this classical training has profoundly shaped his approach to building enduring innovation, fostering a resilient company culture, and leading with empathy. Matt explains his vision for building and evolving innovation via platforms, alongside his strategies for effective goal-setting and fostering deep conceptual understanding in his team. He offers invaluable lessons on the importance of forgiving the decisions of our past selves, adapting processes for evolving needs, and thoughtfully engaging with AI to augment human creativity. This conversation is a masterclass in strategic foresight, cultivating a constant hunger for learning, and building an adaptable organization ready for whatever the future holds. Check out: Beyond Copilot: What’s Next for AI in Software Development Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Website: twosigma.com LinkedIn: Matt Greenwood Referenced in today's show: Google I/O Microsoft Build Code with Claude Java at 30: The Genius Behind the Code That Changed Tech Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Redefining Ambition After Burnout | Zapier’s Kelly Vaughn 59:05
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What happens when the person trained to spot burnout becomes its next victim? Kelly Vaughn is a Senior Engineering Manager at Zapier, the author of the After Burnout Substack, and a trained therapist. She joins hosts Ben and Andrew to share her incredibly candid journey of discovering burnout in herself. Kelly reveals how she (despite her professional understanding of burnout's mechanisms) found herself deep in its grip, recounting the slow realizations like dwindling passion, increasing cynicism, and distinct physical tolls like disrupted sleep and a loss of hunger cues. This raw conversation offers vital lessons for anyone in a high-pressure career (and let’s face it: that’s all of us!). As the tech landscape accelerates with AI, Kelly shares insights on managing its pressures and opportunities. She redefines ambitions for herself alongside the non-negotiables she established for her own well-being when seeking her new role. Listeners will gain powerful insights into identifying their own limits, the courage for pivotal changes, and integrating new demands without self-sacrifice. Check out: AI Code Reviews: Automate AI code reviews for every PR Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Personal Website: kvlly.com "After Burnout" Newsletter: afterburnout.co "The Modern Leader" Newsletter: modernleader.is Kelly’s Article: On burnout, quitting, and redefining what matters Referenced in today's show: The FAA has resorted to buying parts on eBay because its equipment is so old, Transportation Secretary Sean Duffy says 2025-05-11 air traffic control DOGE Is in Its AI Era IRS hopes to replace fired enforcement workers with AI Microsoft lays off about 3% of its workforce in what one executive calls a ‘day with a lo Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Foresight Over Firefighting: Being Proactive in a Reactive World | Rootly's JJ Tang 44:02
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Still stuck in a reactive loop with incident response, only fixing problems after they happen? JJ Tang, Co-founder and CEO of Rootly, joins host Andrew Zigler to reveal how to shift beyond reactive, leveraging powerful AI and an often-underestimated skill in engineering: genuine customer empathy. Discover how these elements are crucial for navigating the complexities of modern infrastructure and shaping the future of incident management. JJ explores the forefront of incident response automation, discussing how to integrate shiny new tech like AI safely and why deep customer understanding is key to building trust and reliability. Learn about the common pitfalls leaders face, the cultural shifts needed for proactive reliability, and how teams can make our digital world safer. Check out: Beyond Copilot: What’s Next for AI in Software Development Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): LinkedIn: JJ Tang Website: rootly.com Referenced in today's show: OpenAI agrees to buy Windsurf for about $3 billion, Bloomberg News reports Amazon launches first Kuiper internet satellites, taking on Starlink Avoiding Skill Atrophy in the Age of AI Why developers and their bosses disagree over generative AI Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 The End of Specialization? How AI Shapes Modern Dev Teams | Vercel’s Lee Robinson 54:42
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Is front-end vs. back-end an antiquated way to structure engineering teams? With AI augmenting skills, a new model is emerging: the product engineer. This week, Andrew sits down with Lee Robinson, VP of Product at Vercel to crack open the future of the web. As a respected educator and voice in the webdev community ( check out his YouTube! ), Lee shares his unique perspective on building both cutting-edge tools and high-performing teams. As the VP of Product, Lee charts the evolution of developer roles and illustrates for us the rise of "product engineers" who own features end-to-end. Learn how AI tools are not just augmenting specialists but enabling designers, PMs, and founders to build "personal software." We also cover changing team dynamics and get Lee's advice on navigating the hiring process in the AI era, including: why personalization is key for candidates, how managers can spot authenticity (hint: AI-generated cover letters are obvious!) , and why building in public is critical for career growth today. Check out: Beyond Copilot: What’s Next for AI in Software Development Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Website: leerob.com YouTube: @leerob LinkedIn: Lee Robinson Vercel: vercel.com Next.js: nextjs.org v0 by Vercel: v0.dev Referenced in today's show: This week in social, we noticed: AI Duolingo has an AI mandate too Google Just Launched an AI-Powered Duolingo Alternative Intel CEO announces layoffs, restructuring, $1.5 billion in cost reductions, expanded return to office mandate | Tom's Hardware Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 AI Gets Eyes and Ears | LiveKit’s Russ d’Sa 53:33
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We've spent decades teaching ourselves to communicate with computers via text and clicks. Now, computers are learning to perceive the world like us: through sight and sound. What happens when software needs to sense, interpret, and act in real-time using voice and vision? This week, Andrew sits down with Russ d'Sa, Co-founder and CEO of LiveKit, whose technology acts as the crucial infrastructure enabling machines to interact using real-time voice and vision, impacting everything from ChatGPT to critical 911 responses. Explore the transition from text-based protocols to rich, real-time data streams. Russ discusses LiveKit's role in this evolution, the profound implications of AI gaining sensory input, the trajectory from co-pilots to agents, and the unique hurdles engineers face when building for a world beyond simple text transfers. Check out: AI Code Reviews: An Engineering Leader’s Survival Guide Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Website: livekit.io GitHub: github.com/livekit X: x.com/livekit Russ: x.com/dsa Referenced in today's show: The Rise of Slopsquatting: How AI Hallucinations Are Fueling a New Class of Supply Chain Attacks Has the VSCode C/C++ Extension been blocked? OpenAI tells judge it would buy Chrome from Google Chain-of-Vibes | Pete Hodgson Seattle crosswalk signals with deepfake Bezos audio may have been hacked with just a cellphone Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 The Shift to Agent-Driven API Consumption | Speakeasy’s Sagar Batchu 41:17
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Think building killer APIs like Stripe or Twilio is purely a technical feat? Think again. This week, we dive into why crafting successful APIs is fundamentally an organizational challenge, demanding internal excellence long before code is deployed. Sagar Batchu, co-founder and CEO of Speakeasy, joins us to unpack the crucial role of ownership, design principles, and why even internal APIs benefit from treating them like first-class products. Discover how Conway's Law dictates your API's fate and why achieving that coveted developer experience starts with your company's structure. Getting these foundations right is more critical than ever, as the landscape now faces a dramatic shift with the rise of LLMs and agentic AI. This potentially multiplies API usage and introduces the concept of "Agent Experience" (AX), demanding even greater rigor around clear standards, documentation, and metrics like "Time to First 200." Sagar also explores the emerging Model Context Protocol (MCP) and explains why focusing on developer productivity today prepares you for the AI-driven future of tomorrow. Check out: AI Features Demo: The Future of Productivity Is AI-Driven Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Website: speakeasy.com LinkedIn: Speakeasy X: @speakeasydev Referenced in today's show: It costs nothing to be polite unless you're talking to ChatGPT - then it costs tens of millions Announcing the Agent2Agent Protocol (A2A) - Google Developers Blog A Deep Dive Into MCP and the Future of AI Tooling Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 How Marketing Ruined Shift Left | Semgrep’s Tanya Janca 48:52
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When it comes to securing software, most developers feel like they're playing catch-up instead of setting the rules. Tanya Janca (SheHacksPurple), author of "Alice and Bob Learn Secure Coding," brings her 28 years of IT and security expertise—spanning counter-terrorism to enterprise training—to Dev Interrupted. She unpacks the common pitfalls teams face when security is treated as an afterthought, highlighting the developer frustration of being held accountable for security without the tools or knowledge needed to succeed. Explore how transforming security from a final gate into an ongoing practice saves money, reduces conflict, and builds better software through clear requirements and true developer empowerment. Tanya provides concrete advice for developers and leaders on creating internal knowledge libraries, fostering continuous learning habits, and critically evaluating AI-generated code to ensure it meets security standards. Speaking of AI's growing role, we're curious how it's reshaping workflows across the industry. Share your own experiences with AI adoption by taking our quick survey to discover your spot on the adoption graph (and what you can do to level up). Check out: Beyond Copilot: Gaining the AI Advantage Survey: Discover Your AI Collaboration Style Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Website: SheHacksPurple LinkedIn: Tanya Janca Book: Alice and Bob Learn Secure Coding Referenced in today's show: Shopify CEO says staffers need to prove jobs can’t be done by AI before asking for more headcount Anthropic flips the script on AI in education: Claude’s Learning Mode makes students do the thinking Celebrate 50 years of Microsoft with the company's original source code Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 How to Build AI Workflows You Can Trust | Infactory’s Brooke Hartley Moy 43:42
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Is your company rushing headlong into AI, only to find it's a 'square peg in a round hole'? This week, Andrew tackles the critical issue of building trust in AI systems with Brooke Hartley Moy, CEO and co-founder of Infactory. Brooke, with her experience at companies like Google and Samsung, cuts through the hype and reveals the biggest misconceptions businesses have about AI. We dive into the 'black box' problem, the importance of high-quality data, and why not all AI is created equal. From seating Matthew McConaughey in the rain to high-stakes medical decisions, we explore the crucial role of domain expertise and the need to move beyond LLM-centric thinking. If you're an engineering leader grappling with AI implementation, this episode is your essential guide to building trustworthy and impactful AI systems. Check out: The Future of Productivity Is AI-Driven Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): infactory.ai Brooke Hartley Moy Referenced in today's show: OpenAI declares AI race “over” if training on copyrighted works isn’t fair use Exploring Generative AI - Birgitta Böckeler AI is "tearing apart" companies, survey finds Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Amazon Q and The Future of Autonomous Development | AWS' Adnan Ijaz 42:38
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AI is evolving at a breakneck speed, leaving engineering leaders with a critical dilemma: innovate or fall behind. But how do you experiment with AI without risking your credibility? Andrew Zigler sits down with Adnan Ijaz, Director of Product Management for Next Gen Developer Experience at AWS, to unpack the power of AI agents. Together they discuss how to leverage autonomous AI in your development workflow, and learn from real-world examples like Amazon Q. Dive into the evolving role of the developer and discover how to mentor your AI, not just use it. It's time to shift from task-oriented coding to strategic architecture, and this episode shows you how. But first, co-host Dan Lines frames the conversation by discussing the shift towards measuring the concrete benefits of AI tools in development, rather than just their potential. Dan also provides examples of how to set realistic expectations for AI implementation by focusing on specific tasks and measuring both individual and workflow improvements, highlighting the need for overall workflow optimization. Check out: Translating DevEx to the Board Beyond the DORA Frameworks Introducing AI-Powered Code Review with gitStream Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Adnan Ijaz Amazon Q Developer Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Ditch the Ticket Factory Mentality | Cosmic Teacups’ Thanos Diacakis 55:09
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Imagine a world where your engineering team ships features at lightning speed, and they're genuinely happy doing it. Sounds like a fantasy? It doesn't have to be. This week, we're diving into the secrets of building high-performing, happy engineering teams with Thanos Diacakis, a fractional CTO and engineering coach with over 25 years of experience spanning companies like Uber, where he optimizes software engineering teams and drives technical innovation. Thanos reveals the common mental models that hold teams back, why 'technical debt' is a myth, and how to break free from the 'feature factory' mindset. Together, he and Andrew explore practical strategies for achieving engineering excellence, from mastering iterations to managing complexity, and discover how to build a culture where velocity and happiness go hand in hand. Check out: Translating DevEx to the Board Beyond the DORA Frameworks Introducing AI-Powered Code Review with gitStream Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Thanos Diacakis www.cosmicteacups.com Referenced in today's show: FOSS infrastructure is under attack by AI companies Programming is dying. Software development is booming. 1 in 3 Americans say they have layoff anxiety Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Will AI Finally Make TDD Practical? | Diffblue’s Animesh Mishra 46:04
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The promise of Test Driven Development (or TDD) remains unfulfilled. Like many other forms of aspirational development, the practice has fallen victim to countless buzzword cycles. What if the answer is already in our toolbox? This week, host Andrew Zigler sits down with Animesh Mishra, Senior Solutions Engineer at Diffblue, to unpack the gap between TDD's theoretical appeal and its practical challenges. Animesh draws from his extensive experience to explain how deterministic AI can address the key challenges of building trust in AI for testing. These aren’t LLMs of today, but foundational machine learning models that can evaluate all possible branches of a piece of code to write test coverage for it. Imagine writing two years worth of tests for a legacy codebase… in two hours… with no errors! If you enjoyed this conversation about the gaps between theory and execution in engineering culture, be sure to check out last week's chat with David Mytton about shift left adoption by engineering teams. Check out: Translating DevEx to the Board Beyond the DORA Frameworks Introducing AI-Powered Code Review with gitStream Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): www.diffblue.com X: diffbluehq LinkedIn: Diffblue Animesh Mishra Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Can You Buy Your Way to DevSecOps Success? | Arcjet’s David Mytton 48:40
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If you're tired of hearing "shift left" in DevSecOps and seeing little real change, you're not alone. In this episode, David Mytton (CEO of ArcJet, founder of Console.dev) breaks down why traditional approaches to developer security often fail. He reveals the core conflict between developers (who want to build fast) and security teams (who want to mitigate risk), and explains why this misalignment of incentives can be detrimental for your software. Learn why simply handing devs more security tools isn't enough. David shares his insights from years of experience reviewing developer tools and building security products. He discusses the importance of developer-centric design, the power of the right incentives, and the need for security solutions that seamlessly integrate into the developer workflow. Plus, he reveals the secrets to successful developer marketing and why traditional approaches often backfire. Tune in to discover how to foster a security-conscious culture within your engineering team, without stifling innovation or creating unnecessary friction. Learn how to empower developers to build secure software by design, and discover the tools and strategies that are shaping the future of DevSecOps. Check out: Translating DevEx to the Board Beyond the DORA Frameworks Introducing AI-Powered Code Review with gitStream Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): console.dev arcjet.com Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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1 Simplifying the AI Stack | IBM's Dr. Maryam Ashoori 46:23
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This week, Andrew Zigler sits down with Dr. Maryam Ashoori, Senior Director of Product Management for watsonx at IBM. Together they discuss the evolving AI stack for enterprise and the growing skill gap challenging developers. Dr. Ashoori shares insights from a recent survey of 1,000 developers, highlighting the need for better tools and strategies to manage the growing AI tool sprawl. The conversation also explores the rise of AI agents, the potential of no-code AI development, and the future of software engineering in an AI-powered world. But first, co-host Dan Lines (COO of LinearB) sets the stakes for engineering leaders everywhere: the future of technical work will evolve with agentic capabilities. Must we all become “AI managers” now? Check out: 2025 Software Engineering Benchmarks Report Beyond the DORA Frameworks Introducing AI-Powered Code Review with gitStream Follow the hosts: Follow Ben Follow Andrew Follow today's guest(s): Maryam Ashoori watsonx.ai Support the show: Subscribe to our Substack Leave us a review Subscribe on YouTube Follow us on Twitter or LinkedIn Offers: Learn about Continuous Merge with gitStream Get your DORA Metrics free forever…
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